Correlation thresholds in the steady states of particle systems and spin glasses

A growing body of theoretical and empirical evidence shows that the global steady-state distributions of many equilibrium and nonequilibrium systems approximately satisfy an analog of the Boltzmann distribution, with a local dynamical property of states playing the role of energy. The correlation between the effective potential of the steady-state distribution and the logarithm of the exit rates determines the quality of this approximation. We demonstrate and explain this phenomenon in a simple one-dimensional particle system and in random dynamics of the Sherrington-Kirkpatrick spin glass by providing the first explicit estimates of this correlation. We find that, as parameters of the dynamics vary, each system exhibits a threshold above and below which the correlation dramatically differs. We explain how these thresholds arise from underlying transitions in the relationship between the local and global "parts" of the effective potential.

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Publication Details

Journal
Physical review. E
Published
2025-12-02
DOI
https://doi.org/10.1103/f4bq-s228
Primary Topic
Theoretical and Computational Physics
Type
article
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article

Correlation thresholds in the steady states of particle systems and spin glasses

Karl J. Friston
Physical review. E
Theoretical and Computational Physics
article

Correlation thresholds in the steady states of particle systems and spin glasses

Karl J. Friston
article en

Abstract

A growing body of theoretical and empirical evidence shows that the global steady-state distributions of many equilibrium and nonequilibrium systems approximately satisfy an analog of the Boltzmann distribution, with a local dynamical property of states playing the role of energy. The correlation between the effective potential of the steady-state distribution and the logarithm of the exit rates determines the quality of this approximation. We demonstrate and explain this phenomenon in a simple one-dimensional particle system and in random dynamics of the Sherrington-Kirkpatrick spin glass by providing the first explicit estimates of this correlation. We find that, as parameters of the dynamics vary, each system exhibits a threshold above and below which the correlation dramatically differs. We explain how these thresholds arise from underlying transitions in the relationship between the local and global "parts" of the effective potential.

Physical review. EVol. 112(6)
Georgia Institute of Technology (US), Santa Fe Institute (US)
Openalex Percentile: Top 74%
Theoretical and Computational Physics
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Correlation thresholds in the steady states of particle systems and spin glasses — Karl J. Friston · Physical review. E (2025) | TGRS Research Map | TGRS